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05/27/2023
Probing reaction channels via reinforcement learning
We propose a reinforcement learning based method to identify important c...
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02/24/2022
Learning Stochastic Dynamics with Statistics-Informed Neural Network
We introduce a machine-learning framework named statistics-informed neur...
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03/21/2021
Detecting Label Noise via Leave-One-Out Cross-Validation
We present a simple algorithm for identifying and correcting real-valued...
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02/02/2021
Effective Mori-Zwanzig equation for the reduced-order modeling of stochastic systems
Built upon the hypoelliptic analysis of the effective Mori-Zwanzig (EMZ)...
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06/11/2019